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Yaser S. Abu-Mostafa

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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Yaser S. Abu-Mostafa | home.work.caltech.edu Reviews

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Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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Yaser S. Abu-Mostafa | home.work.caltech.edu Reviews

https://home.work.caltech.edu

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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home.work.caltech.edu

1

Yaser S. Abu-Mostafa

http://home.work.caltech.edu/teaching.html

Professor of Electrical Engineering and Computer Science. CS/CNS/EE 156 - Learning Systems. The technical topics covered include linear models, theory of generalization, regularization and validation, Occam's razor and data snooping, neural networks, support vector machines, as well as specialized techniques and a term-long project with huge dataset. The course has recorded lectures. And the material has evolved into a textbook entitled Learning From Data. There is a forum. For the course and the book.

2

Yaser S. Abu-Mostafa

http://home.work.caltech.edu/pubs.html

Professor of Electrical Engineering and Computer Science. Selected Publications Over The Years. Mismatched Training and Test Distributions Can Outperform Matched Ones. C R Gonzalez and Y. S. Abu-Mostafa. MIT Press, 27:365 387, February 2015. ( pdf. Machines that think for themselves. 289(7):78-81, July 2012. ( pdf. Y S Abu-Mostafa, M. Magdon-Ismail, and H-T. Lin,. Y S Abu-Mostafa, X. Song, A. Nicholson, and M. Magdon-Ismail. Computer Science Technical Report Caltech CSTR:2004.002,. Proceedings of the IEEE.

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Learning From Data - Online Course (MOOC)

http://home.work.caltech.edu/telecourse.html

Machine Learning course - recorded at a live broadcast from Caltech. A real Caltech course, not. Article about the course in. Taught by Caltech Professor Yaser Abu-Mostafa [ article. Recorded from a live broadcast, including Q&A. Probability, matrices, and calculus. 8 homework sets and a final exam. Discussion forum for participants. Take the course at your own pace. This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. Can a machine learn?

4

Yaser S. Abu-Mostafa

http://home.work.caltech.edu/lecture.html

Professor of Electrical Engineering and Computer Science. The following lectures on machine learning. Were given by Professor Abu-Mostafa in his Learning From Data. Telecourse. You can also look for a particular topic in the Machine Learning Video Library. Introduction; supervised, unsupervised, and reinforcement learning. Components of the learning problem. Can we generalize from a limited sample to the entire space? Relationship between in-sample and out-of-sample. The Linear Model I. Putting the brake...

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Military Calendar Version 2.23( ChangeLog. 2001 07. 16. 2001 09. xx. 2001 10. xx. 開始寫作本程式(感謝蕭奕弘、陳威任、及許多同袍)，唯一資源是 MS Frontpage 裡面的 JScript (非標準的 Javascript) 說明. 2001 10. yy. 2001 12. 03. 2002 06. xx. 2003 03. 19. 2003 07. 14. 2004 04. xx. 2004 12. xx. 版完成，支援 Javascript 1.3，IE 6.0/Firefox 1.0 通吃. 2005 04. xx. 2005 08. xx. 2005 08. xx. 2006 04. xx. 222 版完成，修正無法數到 .0000 的錯誤，預設提前退伍六個月. 2007 02. xx. 223 版完成，穩定使用 Google Adsense，修正月底退伍者的日期. 2007 03. xx.

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home.work.caltech.edu

Yaser S. Abu-Mostafa

Professor of Electrical Engineering and Computer Science. My textbook Learning from Data. Is consistently one of Amazon's bestsellers in Machine Learning. And even Amazon's #1 in all categories of Computer Science. My latest Scientific American. Article Machines that think for themselves. Has been translated into a dozen languages, including Spanish. MOOC) on machine learning has attracted more than 4 million views. New results in matching data distributions. Here is the condensed version. In 1996. H...

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